Create multi-table QualityReport

[katxiao]

Problem Description

Create the multi table QualityReport class. Implement the generate method and functionality.

The generate method should take in the real and synthetic dataframes for computing the following:

Compute & saves breakdowns for all of the endorsed metrics —

• KSComplement
• TVComplement
• CorrelationSimilarity with both 'Pearson' and 'Spearman'
• ContingencySimilarity
• CardinalityShapeSimilarity

Use tqdm to communicate progress. After it's finished, it should print out the general score and a rough breakdown.

Expected behavior

>>> from sdmetrics.reports.multi_table import QualityReport
>>> report = QualityReport()
>>> report.generate(real_data, synthetic_data, metadata)
Creating report:  96%|█████████▌| 192/200 [01:21<00:03,  2.37it/s]

Overall Quality Score: 78%

Properties:
Column Shapes: 91%
Column Pair Trends: 74%
Table Relationships: 69% # available for multi table only

Additional context